Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "119" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 91 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 87 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.811428 | -0.831762 | -0.574671 | 0.104084 | 0.075520 | -1.462842 | -1.174363 | 0.029310 | 0.7774 | 0.7966 | 0.2573 | 10.343667 | 11.502520 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.934431 | -0.122413 | -0.374867 | 0.856482 | -0.591951 | -0.716385 | -0.954335 | 2.035838 | 0.7293 | 0.7279 | 0.2616 | 5.357351 | 5.516361 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.146408 | -0.873846 | 1.585275 | 0.439060 | -0.335145 | 0.852492 | -1.824306 | 0.336792 | 0.0831 | 0.0807 | 0.0125 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.926470 | -0.702468 | -0.304836 | 0.679960 | -1.002835 | -1.164817 | -1.051372 | 3.606119 | 0.6655 | 0.6850 | 0.3777 | 6.579812 | 6.550624 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.813260 | -0.185450 | -0.276288 | 1.115895 | -0.908103 | -0.961188 | -0.919189 | 3.067108 | 0.6705 | 0.6864 | 0.3698 | 5.901764 | 5.913796 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.147900 | -0.743942 | -0.651747 | 0.908973 | -1.041857 | -0.599919 | -1.007631 | 0.390404 | 0.7055 | 0.7071 | 0.2914 | 5.539655 | 5.625566 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.008734 | -0.718930 | -0.797465 | 0.919185 | -0.399323 | -1.036663 | -0.934093 | 0.343361 | 0.7701 | 0.7620 | 0.2289 | 9.160776 | 8.533229 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 3.418783 | -0.199809 | 0.195582 | 1.332373 | 0.305040 | 0.688108 | -0.717425 | 3.311919 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.966480 | -0.329845 | -0.070776 | 0.681062 | -1.031029 | -0.009684 | -0.981819 | 3.847261 | 0.6502 | 0.6719 | 0.3739 | 4.549195 | 4.182428 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.560305 | 4.647902 | 0.035871 | 1.674943 | -0.558320 | 4.312888 | -0.723137 | 4.211962 | 0.0743 | 0.0695 | 0.0030 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.372638 | 9.469662 | 2.818816 | 0.455139 | 4.096518 | 3.634948 | 46.386996 | 49.898644 | 0.6371 | 0.6518 | 0.3752 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.011152 | 0.779501 | -0.630379 | 0.141480 | -0.640496 | -1.403505 | -0.541644 | 4.156610 | 0.6671 | 0.6808 | 0.3901 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.082929 | 0.347596 | -0.467791 | 0.283115 | -0.868708 | -1.315807 | -0.546582 | 3.909050 | 0.6679 | 0.6816 | 0.3913 | 4.808800 | 4.447307 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.742733 | 0.208950 | -0.617490 | -0.110621 | -0.066501 | -0.502211 | -0.364455 | 2.334947 | 0.6749 | 0.6888 | 0.3854 | 4.140326 | 3.784966 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.118098 | 0.733750 | -0.609716 | -0.010411 | -0.917923 | -0.976713 | -0.877086 | 1.656975 | 0.6707 | 0.6850 | 0.3840 | 2.121403 | 2.135136 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.550104 | 0.500836 | -0.531584 | 0.565359 | -0.087247 | -0.532864 | -0.102766 | 6.162219 | 0.6617 | 0.6799 | 0.3937 | 5.172006 | 4.951749 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.848592 | -0.647696 | 0.625619 | 0.656955 | -0.066546 | -0.804587 | 0.107727 | -0.379007 | 0.0780 | 0.0387 | 0.0142 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.446780 | -0.117466 | -0.816983 | 0.037965 | -0.738651 | -0.030921 | -0.683485 | 1.361835 | 0.6702 | 0.6867 | 0.3840 | 3.378662 | 3.239077 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.287769 | -0.317554 | -0.627931 | 0.376710 | -0.125314 | 1.858229 | -0.570397 | 0.776388 | 0.6949 | 0.7077 | 0.3862 | 5.741280 | 5.507140 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.333367 | -0.565672 | -0.795247 | 0.134956 | -1.145704 | -1.131030 | -0.919137 | 0.535058 | 0.7511 | 0.7597 | 0.3328 | 7.968029 | 7.066366 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.424381 | 0.704639 | -0.736841 | 0.123247 | 0.195331 | -0.566189 | -0.783561 | 0.777048 | 0.6879 | 0.7035 | 0.3880 | 4.871161 | 4.839850 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.750638 | 1.725642 | -0.810947 | 0.153784 | -0.898959 | -1.135876 | -0.307094 | 7.381953 | 0.6815 | 0.6945 | 0.3890 | 4.476259 | 3.951296 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.671333 | 0.007126 | -0.754821 | 0.172581 | -0.724028 | -0.254814 | -0.023297 | 5.331751 | 0.6949 | 0.7079 | 0.3812 | 6.718624 | 5.933358 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.864437 | -0.613478 | 0.744562 | 0.535893 | 0.292611 | 1.049451 | -0.046844 | -0.953740 | 0.0791 | 0.0510 | 0.0173 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.113198 | -0.875806 | 0.172052 | -1.155075 | -0.143168 | -1.091464 | -0.781021 | -0.409098 | 0.6679 | 0.6968 | 0.3634 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.535586 | -0.234843 | -0.658244 | 0.186902 | -0.888065 | 0.304025 | -0.794976 | 0.003594 | 0.7643 | 0.7728 | 0.2369 | 4.431459 | 4.039387 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.894017 | -0.894017 | -0.869152 | -0.869152 | 0.484019 | 0.484019 | 0.010794 | 0.010794 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.329871 | -0.561989 | -0.574256 | 0.692166 | 0.299166 | -0.155451 | -0.478435 | 0.550081 | 0.6948 | 0.7059 | 0.3992 | 3.306634 | 3.122089 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.479569 | -0.304587 | -0.476896 | 1.063611 | -0.849978 | -0.589079 | -0.373637 | 4.585066 | 0.6919 | 0.7046 | 0.3940 | 4.017349 | 4.096639 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.360873 | 0.203449 | -0.138514 | 0.412475 | 0.652586 | 0.226509 | 0.007433 | 2.141734 | 0.6897 | 0.7051 | 0.3942 | 3.304855 | 3.225010 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.130962 | -0.664966 | -0.184419 | 0.194291 | 0.397477 | -0.141764 | -0.089927 | 5.176908 | 0.6985 | 0.7147 | 0.3860 | 3.140043 | 2.956544 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.214872 | -0.126460 | -0.033224 | 0.207750 | 0.910808 | 0.067947 | 0.081224 | 3.479845 | 0.6877 | 0.7028 | 0.4008 | 3.278053 | 3.055033 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.493954 | -0.011952 | -0.204697 | 0.210814 | 0.672330 | -0.051515 | 0.286363 | 2.067926 | 0.6869 | 0.7036 | 0.3864 | 3.016254 | 2.891027 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.392589 | -0.178605 | -0.599741 | 0.307031 | -0.402263 | -1.312059 | -0.335788 | 7.009136 | 0.6883 | 0.7023 | 0.3973 | 3.828576 | 3.530266 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0413 | 0.0412 | 0.0053 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.145836 | -0.426364 | -0.568399 | 0.555010 | -0.612231 | -0.757678 | -0.280480 | 12.345571 | 0.6898 | 0.7064 | 0.3913 | 3.948612 | 3.704969 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6983 | 0.7096 | 0.4000 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6939 | 0.7077 | 0.3996 | nan | nan |
| 2459552 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.718588 | -0.851206 | -0.706489 | 0.027400 | -0.814911 | -2.450625 | -0.754245 | 1.171867 | 0.7002 | 0.7108 | 0.3928 | 8.562837 | 7.859697 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.788099 | -0.618431 | -0.133170 | 0.305309 | 0.833211 | -0.090623 | 0.096160 | 2.411429 | 0.6951 | 0.7105 | 0.3901 | 3.315997 | 2.969390 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0810 | 0.0779 | 0.0050 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.544001 | -0.313203 | -0.562781 | 0.055047 | 0.312367 | -0.290024 | -0.063649 | 4.518779 | 0.6854 | 0.7041 | 0.4052 | 3.730970 | 3.425325 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.670775 | -0.364172 | -0.203204 | 0.939615 | -0.703757 | -0.700333 | -0.586780 | 2.459249 | 0.7442 | 0.7568 | 0.3581 | 3.148301 | 2.904485 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 0.904156 | -0.684099 | -0.985000 | 0.261233 | -0.844570 | 0.007955 | -1.131028 | -0.548523 | 0.7360 | 0.7423 | 0.3379 | 4.804416 | 4.495773 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.155031 | -0.848304 | -0.155987 | 0.237616 | -0.444559 | 0.717491 | -0.457166 | 2.064805 | 0.7486 | 0.7536 | 0.3411 | 3.154021 | 2.895234 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.205759 | -1.608917 | 1.386370 | -0.218871 | 0.759197 | -1.000059 | -0.792269 | 0.596358 | 0.7172 | 0.7254 | 0.4297 | 5.038014 | 4.814062 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.340656 | -1.047616 | -0.728983 | -0.581112 | -0.864223 | -0.083724 | -0.547015 | 3.006066 | 0.7824 | 0.7760 | 0.3514 | 3.615234 | 3.029388 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.639646 | -1.082332 | -0.650172 | -0.673140 | -0.426224 | 0.344990 | -0.354266 | 2.237394 | 0.7748 | 0.7680 | 0.3486 | 6.047172 | 5.985313 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.566007 | -0.966681 | -0.685887 | -0.195152 | -0.209909 | -1.148635 | -0.256774 | 9.036008 | 0.7155 | 0.7291 | 0.4001 | 3.622006 | 3.362942 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.954949 | -0.660985 | 0.928085 | -0.369720 | -1.033254 | -1.297040 | -0.678113 | 4.659236 | 0.7198 | 0.7297 | 0.3956 | 4.267088 | 3.672890 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.971340 | -0.956071 | -0.821556 | -0.514432 | -0.036339 | -0.434470 | -0.355270 | 2.064987 | 0.7165 | 0.7302 | 0.4095 | 4.093852 | 3.858178 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.287880 | -0.611134 | -0.659571 | -0.258121 | -1.394154 | -0.188323 | -1.005072 | 1.580464 | 0.9106 | 0.9412 | 0.2880 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.028608 | -0.293737 | 0.414893 | -0.196735 | -0.673757 | -0.892520 | -1.086989 | 3.419737 | nan | nan | nan | 6.729491 | 5.739524 |
| 2459522 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.860547 | -1.194465 | -0.834657 | 0.209944 | -0.976360 | -0.779680 | -0.750988 | 2.424118 | 0.6503 | 0.7237 | 0.3679 | 4.463883 | 5.233942 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.809112 | -0.587326 | 1.585779 | 1.276971 | -0.411491 | -0.399680 | 0.167533 | -0.164974 | 0.1534 | 0.1037 | 0.0160 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.843139 | -0.450585 | -0.141409 | -0.591712 | -0.393670 | -1.172208 | -0.841399 | -0.682864 | 0.9184 | 0.9548 | 0.1689 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.895242 | 0.266049 | -0.660240 | 1.013984 | -0.682873 | -0.179060 | 0.114680 | 1.161771 | 0.8794 | 0.8627 | 0.2107 | 11.043249 | 15.281582 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.295550 | 0.166255 | 0.517397 | -0.281489 | 1.117327 | -0.933708 | -0.909448 | 0.463291 | 0.8811 | 0.8768 | 0.4106 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.294060 | -0.817770 | -0.806398 | -0.636513 | -0.647288 | 0.423010 | -0.078151 | 3.485232 | 0.8711 | 0.9009 | 0.3662 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.547773 | -0.978261 | -1.109702 | -1.207121 | -1.060100 | -0.372548 | 0.200458 | 3.730763 | 0.8756 | 0.8954 | 0.3546 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.980360 | -0.195253 | 0.012482 | -0.151207 | 0.630286 | -0.600866 | -0.566031 | 2.568794 | 0.8888 | 0.9496 | 0.1679 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.156763 | 0.005512 | 0.314784 | -0.000557 | 0.712048 | -0.715739 | -0.799547 | 1.952384 | 0.8871 | 0.8970 | 0.3825 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.747868 | 0.378626 | 0.554838 | 0.128323 | 1.151756 | -0.826619 | -0.874420 | 0.403688 | 0.9161 | 0.9383 | 0.3062 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.146323 | -0.254517 | 0.175192 | -0.009757 | 0.352151 | -1.181055 | -0.893064 | 0.712073 | 0.0947 | 0.0811 | 0.0120 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.517831 | -0.262069 | -0.031093 | 0.059240 | 0.131176 | -0.969664 | -0.900425 | 1.678463 | 0.0910 | 0.0817 | 0.0141 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.253066 | 0.302593 | -0.135486 | 0.124093 | -0.173223 | -1.149434 | -0.415514 | 2.075924 | 0.0838 | 0.0782 | 0.0131 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.004410 | -0.062887 | 1.301860 | -0.344401 | 1.941962 | -0.776905 | -0.925143 | 2.348912 | 0.0947 | 0.0791 | 0.0116 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.055450 | -0.074431 | 1.522836 | -0.840034 | 3.503781 | -1.188492 | -0.978968 | 2.330452 | 0.0917 | 0.0835 | 0.0102 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.409639 | -0.455025 | -1.427919 | -0.406364 | 0.660305 | -0.184862 | 0.267954 | 9.572993 | 0.0849 | 0.0783 | 0.0122 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.890397 | -0.512066 | 1.185997 | -0.910581 | 2.739930 | -0.940240 | -0.641417 | 2.078216 | 0.0911 | 0.0870 | 0.0117 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.378922 | -0.790478 | 0.665073 | -0.275420 | 1.261043 | -0.136584 | 0.553894 | 3.135545 | 0.0995 | 0.0810 | 0.0116 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 6.176131 | 1.755649 | -0.329592 | -0.089378 | 0.329860 | -1.088619 | -0.930985 | -0.367686 | 6.176131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 6.247996 | 2.500812 | -0.023365 | 0.027199 | 0.231861 | -1.188503 | -0.560629 | -1.113202 | 6.247996 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.843385 | 0.770265 | -0.694660 | -0.255804 | 0.849950 | -1.043747 | -0.037322 | -1.670101 | 2.843385 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 5.565465 | 1.697356 | -0.634112 | -0.355166 | 0.261867 | -0.853925 | -0.038293 | -0.941222 | 5.565465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.918226 | 2.525770 | -0.550546 | -0.367972 | 0.444064 | -0.794631 | -0.602465 | -0.880511 | 2.918226 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 5.435664 | -0.727026 | 2.700448 | 0.176157 | -0.494103 | -0.399083 | -1.605121 | 5.435664 | -0.941148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 2.594752 | -0.664638 | 2.594752 | 0.432525 | -0.432146 | -1.083801 | -1.068496 | 0.813362 | -0.495085 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.019889 | 0.043347 | 1.778997 | 0.155811 | -0.610835 | 0.194343 | -0.889409 | 3.019889 | -1.178557 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Variability | 2.456895 | 0.747880 | -0.381055 | 1.628537 | 0.685291 | 1.299830 | 2.456895 | -1.521771 | -0.195411 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.790963 | 1.525031 | -0.751225 | -0.408202 | 0.719740 | -1.121625 | -0.761627 | -1.182362 | 2.790963 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Power | 0.502452 | 0.222702 | 0.386040 | -0.849964 | 0.502452 | -1.193086 | -1.190016 | -0.718051 | -0.246407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 8.403865 | -0.501709 | 1.838781 | 0.718621 | -0.507768 | -0.776966 | -0.844316 | 8.403865 | -0.608529 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Temporal Discontinuties | 63.921490 | 3.269100 | -0.551976 | -0.431673 | 0.834245 | 7.605846 | -0.661869 | 63.921490 | 5.955759 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 11.943045 | -0.574284 | 2.106726 | 0.662240 | -0.270450 | -1.002609 | -1.367977 | 11.943045 | -0.483249 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Power | inf | 316.920753 | 314.602582 | inf | inf | 53.868773 | 50.708349 | 529.971406 | 533.585863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.307616 | -0.109498 | 1.307616 | 0.879083 | -0.548462 | 0.176044 | -0.826644 | 0.783499 | -0.609258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 0.811428 | 0.811428 | -0.831762 | -0.574671 | 0.104084 | 0.075520 | -1.462842 | -1.174363 | 0.029310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 2.934431 | 2.934431 | -0.122413 | -0.374867 | 0.856482 | -0.591951 | -0.716385 | -0.954335 | 2.035838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Power | 1.585275 | -0.873846 | 0.146408 | 0.439060 | 1.585275 | 0.852492 | -0.335145 | 0.336792 | -1.824306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.606119 | -0.702468 | 2.926470 | 0.679960 | -0.304836 | -1.164817 | -1.002835 | 3.606119 | -1.051372 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.067108 | 2.813260 | -0.185450 | -0.276288 | 1.115895 | -0.908103 | -0.961188 | -0.919189 | 3.067108 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.147900 | -0.743942 | 1.147900 | 0.908973 | -0.651747 | -0.599919 | -1.041857 | 0.390404 | -1.007631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.008734 | 1.008734 | -0.718930 | -0.797465 | 0.919185 | -0.399323 | -1.036663 | -0.934093 | 0.343361 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 3.418783 | -0.199809 | 3.418783 | 1.332373 | 0.195582 | 0.688108 | 0.305040 | 3.311919 | -0.717425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.847261 | 0.966480 | -0.329845 | -0.070776 | 0.681062 | -1.031029 | -0.009684 | -0.981819 | 3.847261 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Shape | 4.647902 | 0.560305 | 4.647902 | 0.035871 | 1.674943 | -0.558320 | 4.312888 | -0.723137 | 4.211962 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 49.898644 | 10.372638 | 9.469662 | 2.818816 | 0.455139 | 4.096518 | 3.634948 | 46.386996 | 49.898644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 4.156610 | 2.011152 | 0.779501 | -0.630379 | 0.141480 | -0.640496 | -1.403505 | -0.541644 | 4.156610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 4.082929 | 0.347596 | 4.082929 | 0.283115 | -0.467791 | -1.315807 | -0.868708 | 3.909050 | -0.546582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 4.742733 | 4.742733 | 0.208950 | -0.617490 | -0.110621 | -0.066501 | -0.502211 | -0.364455 | 2.334947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 3.118098 | 0.733750 | 3.118098 | -0.010411 | -0.609716 | -0.976713 | -0.917923 | 1.656975 | -0.877086 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 6.162219 | 2.550104 | 0.500836 | -0.531584 | 0.565359 | -0.087247 | -0.532864 | -0.102766 | 6.162219 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Power | 0.656955 | -0.848592 | -0.647696 | 0.625619 | 0.656955 | -0.066546 | -0.804587 | 0.107727 | -0.379007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 2.446780 | -0.117466 | 2.446780 | 0.037965 | -0.816983 | -0.030921 | -0.738651 | 1.361835 | -0.683485 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Variability | 1.858229 | -0.317554 | 1.287769 | 0.376710 | -0.627931 | 1.858229 | -0.125314 | 0.776388 | -0.570397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 0.535058 | -0.565672 | 0.333367 | 0.134956 | -0.795247 | -1.131030 | -1.145704 | 0.535058 | -0.919137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 0.777048 | 0.424381 | 0.704639 | -0.736841 | 0.123247 | 0.195331 | -0.566189 | -0.783561 | 0.777048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 7.381953 | 1.725642 | 0.750638 | 0.153784 | -0.810947 | -1.135876 | -0.898959 | 7.381953 | -0.307094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 5.331751 | 0.007126 | 0.671333 | 0.172581 | -0.754821 | -0.254814 | -0.724028 | 5.331751 | -0.023297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Variability | 1.049451 | -0.613478 | -0.864437 | 0.535893 | 0.744562 | 1.049451 | 0.292611 | -0.953740 | -0.046844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Power | 0.172052 | 0.113198 | -0.875806 | 0.172052 | -1.155075 | -0.143168 | -1.091464 | -0.781021 | -0.409098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.535586 | -0.234843 | 1.535586 | 0.186902 | -0.658244 | 0.304025 | -0.888065 | 0.003594 | -0.794976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Variability | 0.484019 | -0.894017 | -0.894017 | -0.869152 | -0.869152 | 0.484019 | 0.484019 | 0.010794 | 0.010794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 3.329871 | 3.329871 | -0.561989 | -0.574256 | 0.692166 | 0.299166 | -0.155451 | -0.478435 | 0.550081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 4.585066 | 2.479569 | -0.304587 | -0.476896 | 1.063611 | -0.849978 | -0.589079 | -0.373637 | 4.585066 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 2.360873 | 2.360873 | 0.203449 | -0.138514 | 0.412475 | 0.652586 | 0.226509 | 0.007433 | 2.141734 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 5.176908 | 1.130962 | -0.664966 | -0.184419 | 0.194291 | 0.397477 | -0.141764 | -0.089927 | 5.176908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.479845 | 2.214872 | -0.126460 | -0.033224 | 0.207750 | 0.910808 | 0.067947 | 0.081224 | 3.479845 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 3.493954 | 3.493954 | -0.011952 | -0.204697 | 0.210814 | 0.672330 | -0.051515 | 0.286363 | 2.067926 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 7.009136 | -0.178605 | 2.392589 | 0.307031 | -0.599741 | -1.312059 | -0.402263 | 7.009136 | -0.335788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 12.345571 | -0.426364 | 3.145836 | 0.555010 | -0.568399 | -0.757678 | -0.612231 | 12.345571 | -0.280480 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 1.171867 | -0.851206 | 0.718588 | 0.027400 | -0.706489 | -2.450625 | -0.814911 | 1.171867 | -0.754245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.411429 | -0.618431 | 1.788099 | 0.305309 | -0.133170 | -0.090623 | 0.833211 | 2.411429 | 0.096160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 4.544001 | 4.544001 | -0.313203 | -0.562781 | 0.055047 | 0.312367 | -0.290024 | -0.063649 | 4.518779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.459249 | -0.364172 | 0.670775 | 0.939615 | -0.203204 | -0.700333 | -0.703757 | 2.459249 | -0.586780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 0.904156 | -0.684099 | 0.904156 | 0.261233 | -0.985000 | 0.007955 | -0.844570 | -0.548523 | -1.131028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.064805 | -0.848304 | 1.155031 | 0.237616 | -0.155987 | 0.717491 | -0.444559 | 2.064805 | -0.457166 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 5.205759 | -1.608917 | 5.205759 | -0.218871 | 1.386370 | -1.000059 | 0.759197 | 0.596358 | -0.792269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.006066 | 1.340656 | -1.047616 | -0.728983 | -0.581112 | -0.864223 | -0.083724 | -0.547015 | 3.006066 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.237394 | -1.082332 | 0.639646 | -0.673140 | -0.650172 | 0.344990 | -0.426224 | 2.237394 | -0.354266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 9.036008 | 1.566007 | -0.966681 | -0.685887 | -0.195152 | -0.209909 | -1.148635 | -0.256774 | 9.036008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 4.659236 | 1.954949 | -0.660985 | 0.928085 | -0.369720 | -1.033254 | -1.297040 | -0.678113 | 4.659236 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.064987 | -0.956071 | 1.971340 | -0.514432 | -0.821556 | -0.434470 | -0.036339 | 2.064987 | -0.355270 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 1.580464 | 0.287880 | -0.611134 | -0.659571 | -0.258121 | -1.394154 | -0.188323 | -1.005072 | 1.580464 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.419737 | 1.028608 | -0.293737 | 0.414893 | -0.196735 | -0.673757 | -0.892520 | -1.086989 | 3.419737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.424118 | -1.194465 | 1.860547 | 0.209944 | -0.834657 | -0.779680 | -0.976360 | 2.424118 | -0.750988 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Power | 1.585779 | -0.587326 | -0.809112 | 1.276971 | 1.585779 | -0.399680 | -0.411491 | -0.164974 | 0.167533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.843139 | -0.450585 | 1.843139 | -0.591712 | -0.141409 | -1.172208 | -0.393670 | -0.682864 | -0.841399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 8.216102 | 1.451809 | -0.515362 | 0.107717 | -0.584069 | 0.645081 | -0.966843 | 0.788948 | 8.216102 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 2.895242 | 0.266049 | 2.895242 | 1.013984 | -0.660240 | -0.179060 | -0.682873 | 1.161771 | 0.114680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.295550 | 1.295550 | 0.166255 | 0.517397 | -0.281489 | 1.117327 | -0.933708 | -0.909448 | 0.463291 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.485232 | 1.294060 | -0.817770 | -0.806398 | -0.636513 | -0.647288 | 0.423010 | -0.078151 | 3.485232 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.730763 | 0.547773 | -0.978261 | -1.109702 | -1.207121 | -1.060100 | -0.372548 | 0.200458 | 3.730763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.568794 | -0.195253 | 0.980360 | -0.151207 | 0.012482 | -0.600866 | 0.630286 | 2.568794 | -0.566031 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 1.952384 | 1.156763 | 0.005512 | 0.314784 | -0.000557 | 0.712048 | -0.715739 | -0.799547 | 1.952384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.747868 | 0.378626 | 1.747868 | 0.128323 | 0.554838 | -0.826619 | 1.151756 | 0.403688 | -0.874420 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 1.146323 | 1.146323 | -0.254517 | 0.175192 | -0.009757 | 0.352151 | -1.181055 | -0.893064 | 0.712073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 1.678463 | 0.517831 | -0.262069 | -0.031093 | 0.059240 | 0.131176 | -0.969664 | -0.900425 | 1.678463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 2.075924 | 0.302593 | 1.253066 | 0.124093 | -0.135486 | -1.149434 | -0.173223 | 2.075924 | -0.415514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 3.004410 | -0.062887 | 3.004410 | -0.344401 | 1.301860 | -0.776905 | 1.941962 | 2.348912 | -0.925143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Shape | 4.055450 | 4.055450 | -0.074431 | 1.522836 | -0.840034 | 3.503781 | -1.188492 | -0.978968 | 2.330452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 9.572993 | -0.455025 | 4.409639 | -0.406364 | -1.427919 | -0.184862 | 0.660305 | 9.572993 | 0.267954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | ee Temporal Variability | 2.739930 | 1.890397 | -0.512066 | 1.185997 | -0.910581 | 2.739930 | -0.940240 | -0.641417 | 2.078216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 7 | RF_maintenance | nn Temporal Discontinuties | 3.135545 | 1.378922 | -0.790478 | 0.665073 | -0.275420 | 1.261043 | -0.136584 | 0.553894 | 3.135545 |